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exponential family

124 papers

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Co-occurring keywords

bayesian inference (1907) variational inference (2069) graphical model (864) parameter estimation (274) bregman divergence (81) exponential families (16) kernel methods (1097) maximum likelihood (255) convex optimization (1321) score matching (97)

Papers

Bregman Power k-Means for Clustering Exponential Family Data ICML 2022
Exponential Family Model-Based Reinforcement Learning via Score Matching NIPS 2022
On Limited-Memory Subsampling Strategies for Bandits ICML 2021
Homeomorphic-Invariance of EM: Non-Asymptotic Convergence in KL Divergence for Exponential Families via Mirror Descent AISTATS 2021
A Computationally Efficient Method for Learning Exponential Family Distributions NIPS 2021
Structure learning in polynomial time: Greedy algorithms, Bregman information, and exponential families NIPS 2021
Outlier-Robust Learning of Ising Models Under Dobrushin’s Condition COLT 2021
Hypothesis testing with low-degree polynomials in the Morris class of exponential families COLT 2021
XOR-CD: Linearly Convergent Constrained Structure Generation ICML 2021
The Decoupled Extended Kalman Filter for Dynamic Exponential-Family Factorization Models JMLR 2021
Reinforcement Learning in Parametric MDPs with Exponential Families AISTATS 2021
Exploration Through Reward Biasing: Reward-Biased Maximum Likelihood Estimation for Stochastic Multi-Armed Bandits ICML 2020
Convolutional dictionary learning based auto-encoders for natural exponential-family distributions ICML 2020
Semiparametric Nonlinear Bipartite Graph Representation Learning with Provable Guarantees ICML 2020
Sparse and Continuous Attention Mechanisms NIPS 2020
Fairness for Robust Log Loss Classification AAAI 2020
Exponential Family Graph Embeddings AAAI 2020
Dispersed Exponential Family Mixture VAEs for Interpretable Text Generation ICML 2020
All in the Exponential Family: Bregman Duality in Thermodynamic Variational Inference ICML 2020
Distributionally Robust Parametric Maximum Likelihood Estimation NIPS 2020
The continuous categorical: a novel simplex-valued exponential family ICML 2020
Flexible mean field variational inference using mixtures of non-overlapping exponential families NIPS 2020
Boosted Density Estimation Remastered ICML 2019
Generalized Score Matching for Non-Negative Data JMLR 2019
Collective Matrix Completion JMLR 2019